Specialized differential evolution technique to solve the alternating current model based transmission expansion planning problem

被引:23
作者
Torres, Santiago P. [1 ]
Castro, Carlos A. [1 ]
机构
[1] Univ Estadual Campinas, UNICAMP, Campinas, SP, Brazil
基金
巴西圣保罗研究基金会;
关键词
Differential evolution; Electric power systems; Meta-heuristic; Renewable energy sources; Smart grids; Transmission expansion planning; POWER; ALGORITHM;
D O I
10.1016/j.ijepes.2014.12.016
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Solving the Transmission Expansion Planning (TEP) problem using the Alternating Current (AC) network model is a recent important trend. This problem is extremely difficult to solve due to its combinatorial nature and the non-linear behavior presented by using the AC network model, and only very few research works had tackled it so far. In this work, an improved and specialized application of Differential Evolution (DE) to solve the TEP problem in its static form, using the AC model and taking into account reactive power compensation is presented. The main goal of this work is to make feasible the use of the AC network model for TEP. This approach improves some features of traditional differential evolution in its binomial version to be applied to solve the TEP problem. Some comparisons are performed using some other swarm based meta-heuristics in order to demonstrate the good results obtained. Test and realistic networks are used to present the results of this new approach. (C) 2014 Elsevier Ltd. All rights reserved.
引用
收藏
页码:243 / 251
页数:9
相关论文
共 16 条
[1]   Transmission Network Expansion Planning With Complex Power Flow Models [J].
Bent, Russell ;
Toole, G. Loren ;
Berscheid, Alan .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2012, 27 (02) :904-912
[2]   Guest Editorial: Special Issue on Differential Evolution [J].
Das, Swagatam ;
Suganthan, P. N. ;
Coello Coello, Carlos Artemio .
IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION, 2011, 15 (01) :1-3
[3]  
Fang R, 2003, IEEE T POWER SYST, V18
[4]   Classification of publications and models on transmission expansion planning [J].
Latorre, G ;
Cruz, RD ;
Areiza, JM ;
Villegas, A .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2003, 18 (02) :938-946
[5]  
Miranda V, 2007, STUD COMPUT INTELL, V66, P139
[6]  
Parsopoulus K, 2010, INFORM SCI REFERENCE
[7]   Power system transmission network expansion planning using AC model [J].
Rider, M. J. ;
Garcia, A. V. ;
Romero, R. .
IET GENERATION TRANSMISSION & DISTRIBUTION, 2007, 1 (05) :731-742
[8]  
Rider M.J., 2006, THESIS U CAMPINAS SA
[9]   Constructive heuristic algorithm for the DC model in network transmission expansion planning [J].
Romero, R ;
Rocha, C ;
Mantovani, JRS ;
Sánchez, IG .
IEE PROCEEDINGS-GENERATION TRANSMISSION AND DISTRIBUTION, 2005, 152 (02) :277-282
[10]   Test systems and mathematical models for transmission network expansion planning [J].
Romero, R ;
Monticelli, A ;
Garcia, A ;
Haffner, S .
IEE PROCEEDINGS-GENERATION TRANSMISSION AND DISTRIBUTION, 2002, 149 (01) :27-36